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is considered essential for reducing poverty, improving economic resilience, and
                  supporting inclusive economic growth.
                        In recent years, digital finance has emerged as an important mechanism for
                  promoting financial inclusion. Digital financial services, including mobile payments,
                  internet banking, digital lending platforms, and mobile money, allow users to access
                  financial services without relying on traditional physical banking infrastructure. By
                  reducing transaction costs and increasing service accessibility, digital finance enables
                  financial institutions to reach previously underserved populations, particularly in
                  developing economies (Ozili, 2018).
                        Empirical evidence from various countries demonstrates the significant impact of
                  digital financial services on financial inclusion. One of the most widely cited examples is
                  the expansion of mobile money services in Kenya. Suri and Jack (2016) show that the
                  diffusion of the M-Pesa mobile money platform significantly increased access to financial
                  services and contributed to poverty reduction by enabling households to save, transfer
                  money, and manage financial risks more effectively.
                        The rapid development of fintech ecosystems has further accelerated the digital
                  transformation of financial services. Fintech innovations introduce new business models
                  and digital platforms that expand financial access through alternative service delivery
                  channels. According to Gomber et al. (2018), fintech-driven innovations reshape
                  traditional financial intermediation by integrating digital technologies into payment
                  systems, lending markets, and financial service delivery. These developments create new
                  opportunities to extend financial services to individuals and small businesses that were
                  previously excluded from the formal financial system.
                        Recent literature reviews also emphasize the growing importance of fintech in
                  financial inclusion. A systematic review by Sangwan et al. (2024) identifies several major
                  research themes in fintech-enabled financial inclusion, including the emergence of digital
                  financial services, the transformation of financial market structures, and the evolving
                  roles of stakeholders within fintech ecosystems. While the literature highlights the
                  potential of fintech to improve financial access, empirical evidence regarding its broader
                  socioeconomic impacts remains limited, particularly in emerging and developing
                  economies.
                        2.2 Financial digitalization and artificial intelligence
                        Financial digitalization refers to the integration of digital technologies into financial
                  systems, transforming traditional financial intermediation and enabling new financial
                  service models. This process involves the application of technologies such as cloud
                  computing, big data analytics, blockchain, and artificial intelligence (AI) in financial
                  services (Gomber et al., 2018).
                        Among these technologies, AI has emerged as one of the most transformative
                  drivers of innovation in digital finance. AI applications in financial services include
                  automated credit scoring, fraud detection systems, algorithmic trading, risk management,
                  customer service chatbots, and predictive analytics. By processing large volumes of data
                  and identifying complex patterns, AI enables financial institutions to improve operational
                  efficiency and develop more personalized financial services.
                        One particularly important application of AI in financial inclusion is AI-based credit
                  scoring. Traditional credit evaluation methods often rely on formal financial histories,
                  which many individuals in developing economies do not possess. AI-driven credit
                  assessment models can analyze alternative data sources, such as mobile phone usage,


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